Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 383.9 KiB |
| Average record size in memory | 393.1 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Categorical | 2 |
| Numeric | 6 |
Timestamp has unique values | Unique |
Source IP has unique values | Unique |
Destination IP has unique values | Unique |
Reproduction
| Analysis started | 2024-02-27 01:18:42.226344 |
|---|---|
| Analysis finished | 2024-02-27 01:18:47.353390 |
| Duration | 5.13 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
Timestamp
Date
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2024-01-12 00:00:00 |
|---|---|
| Maximum | 2024-02-22 15:00:00 |
Histogram with fixed size bins (bins=50)
Source IP
Text
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.7 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.176 |
| Min length | 9 |
Characters and Unicode
| Total characters | 13176 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 132.30.200.186 |
|---|---|
| 2nd row | 67.0.50.150 |
| 3rd row | 148.102.62.138 |
| 4th row | 196.92.142.223 |
| 5th row | 92.164.155.104 |
| Value | Count | Frequency (%) |
| 132.30.200.186 | 1 | 0.1% |
| 205.251.40.139 | 1 | 0.1% |
| 177.230.254.62 | 1 | 0.1% |
| 67.56.69.11 | 1 | 0.1% |
| 148.102.62.138 | 1 | 0.1% |
| 196.92.142.223 | 1 | 0.1% |
| 92.164.155.104 | 1 | 0.1% |
| 77.151.138.154 | 1 | 0.1% |
| 108.23.207.21 | 1 | 0.1% |
| 54.220.222.231 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2482 | |
| 2 | 1681 | |
| 3 | 847 | 6.4% |
| 4 | 832 | 6.3% |
| 5 | 805 | 6.1% |
| 0 | 729 | 5.5% |
| 9 | 720 | 5.5% |
| 8 | 700 | 5.3% |
| 6 | 700 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10176 | |
| Other Punctuation | 3000 | 22.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2482 | |
| 2 | 1681 | |
| 3 | 847 | 8.3% |
| 4 | 832 | 8.2% |
| 5 | 805 | 7.9% |
| 0 | 729 | 7.2% |
| 9 | 720 | 7.1% |
| 8 | 700 | 6.9% |
| 6 | 700 | 6.9% |
| 7 | 680 | 6.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13176 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2482 | |
| 2 | 1681 | |
| 3 | 847 | 6.4% |
| 4 | 832 | 6.3% |
| 5 | 805 | 6.1% |
| 0 | 729 | 5.5% |
| 9 | 720 | 5.5% |
| 8 | 700 | 5.3% |
| 6 | 700 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13176 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2482 | |
| 2 | 1681 | |
| 3 | 847 | 6.4% |
| 4 | 832 | 6.3% |
| 5 | 805 | 6.1% |
| 0 | 729 | 5.5% |
| 9 | 720 | 5.5% |
| 8 | 700 | 5.3% |
| 6 | 700 | 5.3% |
Destination IP
Text
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.7 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.214 |
| Min length | 9 |
Characters and Unicode
| Total characters | 13214 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 62.88.113.46 |
|---|---|
| 2nd row | 183.40.208.165 |
| 3rd row | 2.18.3.105 |
| 4th row | 220.126.1.114 |
| 5th row | 58.79.254.171 |
| Value | Count | Frequency (%) |
| 62.88.113.46 | 1 | 0.1% |
| 133.170.137.141 | 1 | 0.1% |
| 49.186.108.14 | 1 | 0.1% |
| 148.139.213.202 | 1 | 0.1% |
| 2.18.3.105 | 1 | 0.1% |
| 220.126.1.114 | 1 | 0.1% |
| 58.79.254.171 | 1 | 0.1% |
| 43.171.114.161 | 1 | 0.1% |
| 59.105.202.172 | 1 | 0.1% |
| 15.206.80.8 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2575 | |
| 2 | 1587 | |
| 3 | 892 | 6.8% |
| 4 | 819 | 6.2% |
| 5 | 791 | 6.0% |
| 6 | 743 | 5.6% |
| 0 | 717 | 5.4% |
| 8 | 707 | 5.4% |
| 9 | 698 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10214 | |
| Other Punctuation | 3000 | 22.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2575 | |
| 2 | 1587 | |
| 3 | 892 | 8.7% |
| 4 | 819 | 8.0% |
| 5 | 791 | 7.7% |
| 6 | 743 | 7.3% |
| 0 | 717 | 7.0% |
| 8 | 707 | 6.9% |
| 9 | 698 | 6.8% |
| 7 | 685 | 6.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13214 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2575 | |
| 2 | 1587 | |
| 3 | 892 | 6.8% |
| 4 | 819 | 6.2% |
| 5 | 791 | 6.0% |
| 6 | 743 | 5.6% |
| 0 | 717 | 5.4% |
| 8 | 707 | 5.4% |
| 9 | 698 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13214 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2575 | |
| 2 | 1587 | |
| 3 | 892 | 6.8% |
| 4 | 819 | 6.2% |
| 5 | 791 | 6.0% |
| 6 | 743 | 5.6% |
| 0 | 717 | 5.4% |
| 8 | 707 | 5.4% |
| 9 | 698 | 5.3% |
Attack Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 64.8 KiB |
| DDoS | |
|---|---|
| Ransomware | |
| Phishing | |
| SQL Injection | |
| Malware |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 9.269 |
| Min length | 4 |
Characters and Unicode
| Total characters | 9269 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ransomware |
|---|---|
| 2nd row | Malware |
| 3rd row | SQL Injection |
| 4th row | Insider Threat |
| 5th row | Ransomware |
Common Values
| Value | Count | Frequency (%) |
| DDoS | 174 | |
| Ransomware | 169 | |
| Phishing | 169 | |
| SQL Injection | 167 | |
| Malware | 162 | |
| Insider Threat | 159 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ddos | 174 | |
| ransomware | 169 | |
| phishing | 169 | |
| sql | 167 | |
| injection | 167 | |
| malware | 162 | |
| insider | 159 | |
| threat | 159 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 831 | 9.0% |
| a | 821 | 8.9% |
| e | 816 | 8.8% |
| i | 664 | 7.2% |
| r | 649 | 7.0% |
| o | 510 | 5.5% |
| h | 497 | 5.4% |
| s | 497 | 5.4% |
| D | 348 | 3.8% |
| S | 341 | 3.7% |
| Other values (16) | 3295 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6935 | |
| Uppercase Letter | 2008 | 21.7% |
| Space Separator | 326 | 3.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 831 | |
| a | 821 | |
| e | 816 | |
| i | 664 | |
| r | 649 | |
| o | 510 | |
| h | 497 | |
| s | 497 | |
| w | 331 | 4.8% |
| t | 326 | 4.7% |
| Other values (6) | 993 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 348 | |
| S | 341 | |
| I | 326 | |
| R | 169 | |
| P | 169 | |
| Q | 167 | |
| L | 167 | |
| M | 162 | |
| T | 159 |
Space Separator
| Value | Count | Frequency (%) |
| 326 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8943 | |
| Common | 326 | 3.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 831 | 9.3% |
| a | 821 | 9.2% |
| e | 816 | 9.1% |
| i | 664 | 7.4% |
| r | 649 | 7.3% |
| o | 510 | 5.7% |
| h | 497 | 5.6% |
| s | 497 | 5.6% |
| D | 348 | 3.9% |
| S | 341 | 3.8% |
| Other values (15) | 2969 |
Common
| Value | Count | Frequency (%) |
| 326 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9269 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 831 | 9.0% |
| a | 821 | 8.9% |
| e | 816 | 8.8% |
| i | 664 | 7.2% |
| r | 649 | 7.0% |
| o | 510 | 5.5% |
| h | 497 | 5.4% |
| s | 497 | 5.4% |
| D | 348 | 3.8% |
| S | 341 | 3.7% |
| Other values (16) | 3295 |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.0 KiB |
| Critical | |
|---|---|
| Medium | |
| High | |
| Low |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.336 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5336 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Critical |
| 3rd row | High |
| 4th row | Low |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| Critical | 265 | |
| Medium | 253 | |
| High | 252 | |
| Low | 230 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| critical | 265 | |
| medium | 253 | |
| high | 252 | |
| low | 230 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1035 | |
| C | 265 | 5.0% |
| r | 265 | 5.0% |
| t | 265 | 5.0% |
| c | 265 | 5.0% |
| a | 265 | 5.0% |
| l | 265 | 5.0% |
| m | 253 | 4.7% |
| u | 253 | 4.7% |
| d | 253 | 4.7% |
| Other values (8) | 1952 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4336 | |
| Uppercase Letter | 1000 | 18.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 1035 | |
| r | 265 | 6.1% |
| t | 265 | 6.1% |
| c | 265 | 6.1% |
| a | 265 | 6.1% |
| l | 265 | 6.1% |
| m | 253 | 5.8% |
| u | 253 | 5.8% |
| d | 253 | 5.8% |
| e | 253 | 5.8% |
| Other values (4) | 964 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 265 | |
| M | 253 | |
| H | 252 | |
| L | 230 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5336 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 1035 | |
| C | 265 | 5.0% |
| r | 265 | 5.0% |
| t | 265 | 5.0% |
| c | 265 | 5.0% |
| a | 265 | 5.0% |
| l | 265 | 5.0% |
| m | 253 | 4.7% |
| u | 253 | 4.7% |
| d | 253 | 4.7% |
| Other values (8) | 1952 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5336 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 1035 | |
| C | 265 | 5.0% |
| r | 265 | 5.0% |
| t | 265 | 5.0% |
| c | 265 | 5.0% |
| a | 265 | 5.0% |
| l | 265 | 5.0% |
| m | 253 | 4.7% |
| u | 253 | 4.7% |
| d | 253 | 4.7% |
| Other values (8) | 1952 |
Attempt Count
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.025 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.5107843 |
|---|---|
| Coefficient of variation (CV) | 0.54970417 |
| Kurtosis | -1.1811198 |
| Mean | 10.025 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0032340051 |
| Sum | 10025 |
| Variance | 30.368744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 19 | 63 | 6.3% |
| 16 | 62 | 6.2% |
| 10 | 60 | 6.0% |
| 8 | 58 | 5.8% |
| 6 | 57 | 5.7% |
| 9 | 56 | 5.6% |
| 2 | 56 | 5.6% |
| 12 | 56 | 5.6% |
| 11 | 55 | 5.5% |
| 1 | 55 | 5.5% |
| Other values (9) | 422 |
| Value | Count | Frequency (%) |
| 1 | 55 | |
| 2 | 56 | |
| 3 | 53 | |
| 4 | 47 | |
| 5 | 43 | |
| 6 | 57 | |
| 7 | 46 | |
| 8 | 58 | |
| 9 | 56 | |
| 10 | 60 |
| Value | Count | Frequency (%) |
| 19 | 63 | |
| 18 | 45 | |
| 17 | 54 | |
| 16 | 62 | |
| 15 | 40 | |
| 14 | 48 | |
| 13 | 46 | |
| 12 | 56 | |
| 11 | 55 | |
| 10 | 60 |
Data Volume (MB)
Real number (ℝ)
| Distinct | 628 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.045 |
| Minimum | 2 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 268.75 |
| median | 504.5 |
| Q3 | 728 |
| 95-th percentile | 954.1 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 459.25 |
Descriptive statistics
| Standard deviation | 282.69606 |
|---|---|
| Coefficient of variation (CV) | 0.56647408 |
| Kurtosis | -1.0870347 |
| Mean | 499.045 |
| Median Absolute Deviation (MAD) | 230.5 |
| Skewness | 0.011353094 |
| Sum | 499045 |
| Variance | 79917.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 611 | 6 | 0.6% |
| 556 | 6 | 0.6% |
| 328 | 6 | 0.6% |
| 805 | 5 | 0.5% |
| 34 | 5 | 0.5% |
| 537 | 5 | 0.5% |
| 28 | 4 | 0.4% |
| 287 | 4 | 0.4% |
| 57 | 4 | 0.4% |
| 534 | 4 | 0.4% |
| Other values (618) | 951 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 15 | 2 | |
| 16 | 3 | |
| 17 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | 0.1% |
| 998 | 1 | 0.1% |
| 997 | 4 | |
| 996 | 2 | |
| 994 | 2 | |
| 992 | 2 | |
| 990 | 2 | |
| 989 | 2 | |
| 988 | 2 | |
| 987 | 1 | 0.1% |
Source Latitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.8186 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 182 |
| Negative (%) | 18.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.6937 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 14.589 |
Descriptive statistics
| Standard deviation | 30.418318 |
|---|---|
| Coefficient of variation (CV) | 1.0201122 |
| Kurtosis | 0.50415566 |
| Mean | 29.8186 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.4726232 |
| Sum | 29818.601 |
| Variance | 925.27405 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 55.9533 | 80 | 8.0% |
| 51.5074 | 76 | 7.6% |
| 43.651 | 72 | 7.2% |
| 41.8781 | 71 | 7.1% |
| 40.7128 | 70 | 7.0% |
| 34.6937 | 70 | 7.0% |
| 49.2827 | 70 | 7.0% |
| 35.6895 | 65 | 6.5% |
| -27.4698 | 64 | 6.4% |
| 35.0116 | 61 | 6.1% |
| Other values (5) | 301 |
| Value | Count | Frequency (%) |
| -37.8136 | 59 | |
| -33.8688 | 59 | |
| -27.4698 | 64 | |
| 34.0522 | 61 | |
| 34.6937 | 70 | |
| 35.0116 | 61 | |
| 35.6895 | 65 | |
| 40.7128 | 70 | |
| 41.8781 | 71 | |
| 43.651 | 72 |
| Value | Count | Frequency (%) |
| 55.9533 | 80 | |
| 53.4808 | 61 | |
| 51.5074 | 76 | |
| 49.2827 | 70 | |
| 45.5017 | 61 | |
| 43.651 | 72 | |
| 41.8781 | 71 | |
| 40.7128 | 70 | |
| 35.6895 | 65 | |
| 35.0116 | 61 |
Source Longitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.279138 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 622 |
| Negative (%) | 62.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 135.7681 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 215.1151 |
Descriptive statistics
| Standard deviation | 105.54072 |
|---|---|
| Coefficient of variation (CV) | 6.4831885 |
| Kurtosis | -1.6363272 |
| Mean | 16.279138 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.17181621 |
| Sum | 16279.138 |
| Variance | 11138.844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -3.1883 | 80 | 8.0% |
| -0.1278 | 76 | 7.6% |
| -79.347 | 72 | 7.2% |
| -87.6298 | 71 | 7.1% |
| -74.006 | 70 | 7.0% |
| 135.5023 | 70 | 7.0% |
| -123.1207 | 70 | 7.0% |
| 139.6917 | 65 | 6.5% |
| 153.0251 | 64 | 6.4% |
| 135.7681 | 61 | 6.1% |
| Other values (5) | 301 |
| Value | Count | Frequency (%) |
| -123.1207 | 70 | |
| -118.2437 | 61 | |
| -87.6298 | 71 | |
| -79.347 | 72 | |
| -74.006 | 70 | |
| -73.5673 | 61 | |
| -3.1883 | 80 | |
| -2.2426 | 61 | |
| -0.1278 | 76 | |
| 135.5023 | 70 |
| Value | Count | Frequency (%) |
| 153.0251 | 64 | |
| 151.2093 | 59 | |
| 144.9631 | 59 | |
| 139.6917 | 65 | |
| 135.7681 | 61 | |
| 135.5023 | 70 | |
| -0.1278 | 76 | |
| -2.2426 | 61 | |
| -3.1883 | 80 | |
| -73.5673 | 61 |
Destination Latitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.189468 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 211 |
| Negative (%) | 21.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.827113 |
|---|---|
| Coefficient of variation (CV) | 1.1705677 |
| Kurtosis | -0.10744825 |
| Mean | 27.189468 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.2735108 |
| Sum | 27189.468 |
| Variance | 1012.9651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 35.0116 | 80 | 8.0% |
| 35.6895 | 77 | 7.7% |
| -33.8688 | 73 | 7.3% |
| -27.4698 | 73 | 7.3% |
| 40.7128 | 71 | 7.1% |
| 53.4808 | 69 | 6.9% |
| 43.651 | 69 | 6.9% |
| -37.8136 | 65 | 6.5% |
| 34.6937 | 64 | 6.4% |
| 55.9533 | 63 | 6.3% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -37.8136 | 65 | |
| -33.8688 | 73 | |
| -27.4698 | 73 | |
| 34.0522 | 52 | |
| 34.6937 | 64 | |
| 35.0116 | 80 | |
| 35.6895 | 77 | |
| 40.7128 | 71 | |
| 41.8781 | 62 | |
| 43.651 | 69 |
| Value | Count | Frequency (%) |
| 55.9533 | 63 | |
| 53.4808 | 69 | |
| 51.5074 | 61 | |
| 49.2827 | 59 | |
| 45.5017 | 62 | |
| 43.651 | 69 | |
| 41.8781 | 62 | |
| 40.7128 | 71 | |
| 35.6895 | 77 | |
| 35.0116 | 80 |
Destination Longitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.421788 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 568 |
| Negative (%) | 56.8% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -74.006 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 213.6977 |
Descriptive statistics
| Standard deviation | 106.83405 |
|---|---|
| Coefficient of variation (CV) | 3.895955 |
| Kurtosis | -1.7152703 |
| Mean | 27.421788 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | -0.0025088246 |
| Sum | 27421.788 |
| Variance | 11413.514 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 135.7681 | 80 | 8.0% |
| 139.6917 | 77 | 7.7% |
| 151.2093 | 73 | 7.3% |
| 153.0251 | 73 | 7.3% |
| -74.006 | 71 | 7.1% |
| -2.2426 | 69 | 6.9% |
| -79.347 | 69 | 6.9% |
| 144.9631 | 65 | 6.5% |
| 135.5023 | 64 | 6.4% |
| -3.1883 | 63 | 6.3% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -123.1207 | 59 | |
| -118.2437 | 52 | |
| -87.6298 | 62 | |
| -79.347 | 69 | |
| -74.006 | 71 | |
| -73.5673 | 62 | |
| -3.1883 | 63 | |
| -2.2426 | 69 | |
| -0.1278 | 61 | |
| 135.5023 | 64 |
| Value | Count | Frequency (%) |
| 153.0251 | 73 | |
| 151.2093 | 73 | |
| 144.9631 | 65 | |
| 139.6917 | 77 | |
| 135.7681 | 80 | |
| 135.5023 | 64 | |
| -0.1278 | 61 | |
| -2.2426 | 69 | |
| -3.1883 | 63 | |
| -73.5673 | 62 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2024-01-12 00:00:00 | 132.30.200.186 | 62.88.113.46 | Ransomware | Medium | 9 | 208 | 35.6895 | 139.6917 | 51.5074 | -0.1278 |
| 1 | 2024-01-12 01:00:00 | 67.0.50.150 | 183.40.208.165 | Malware | Critical | 1 | 420 | 35.0116 | 135.7681 | 55.9533 | -3.1883 |
| 2 | 2024-01-12 02:00:00 | 148.102.62.138 | 2.18.3.105 | SQL Injection | High | 1 | 69 | 34.0522 | -118.2437 | 53.4808 | -2.2426 |
| 3 | 2024-01-12 03:00:00 | 196.92.142.223 | 220.126.1.114 | Insider Threat | Low | 5 | 391 | -37.8136 | 144.9631 | 53.4808 | -2.2426 |
| 4 | 2024-01-12 04:00:00 | 92.164.155.104 | 58.79.254.171 | Ransomware | High | 10 | 899 | 35.6895 | 139.6917 | 34.6937 | 135.5023 |
| 5 | 2024-01-12 05:00:00 | 77.151.138.154 | 43.171.114.161 | Malware | Low | 2 | 605 | -37.8136 | 144.9631 | -33.8688 | 151.2093 |
| 6 | 2024-01-12 06:00:00 | 108.23.207.21 | 59.105.202.172 | DDoS | High | 4 | 78 | 40.7128 | -74.0060 | 41.8781 | -87.6298 |
| 7 | 2024-01-12 07:00:00 | 54.220.222.231 | 15.206.80.8 | Malware | Low | 11 | 393 | 35.0116 | 135.7681 | 35.6895 | 139.6917 |
| 8 | 2024-01-12 08:00:00 | 77.58.136.10 | 143.43.235.50 | Malware | Critical | 3 | 674 | 34.0522 | -118.2437 | -27.4698 | 153.0251 |
| 9 | 2024-01-12 09:00:00 | 197.94.227.215 | 123.6.225.254 | DDoS | Low | 1 | 162 | 35.0116 | 135.7681 | 53.4808 | -2.2426 |
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 2024-02-22 06:00:00 | 181.238.34.64 | 85.232.63.8 | SQL Injection | Critical | 2 | 956 | -27.4698 | 153.0251 | -37.8136 | 144.9631 |
| 991 | 2024-02-22 07:00:00 | 63.222.125.28 | 61.116.144.89 | Insider Threat | High | 6 | 667 | 43.6510 | -79.3470 | 49.2827 | -123.1207 |
| 992 | 2024-02-22 08:00:00 | 7.137.184.159 | 68.142.123.216 | SQL Injection | Critical | 7 | 327 | 45.5017 | -73.5673 | 35.0116 | 135.7681 |
| 993 | 2024-02-22 09:00:00 | 86.72.160.220 | 165.139.37.106 | SQL Injection | Low | 10 | 860 | 35.6895 | 139.6917 | 34.6937 | 135.5023 |
| 994 | 2024-02-22 10:00:00 | 112.50.64.226 | 67.185.143.90 | Ransomware | High | 15 | 414 | 34.6937 | 135.5023 | 45.5017 | -73.5673 |
| 995 | 2024-02-22 11:00:00 | 189.200.38.243 | 223.111.88.59 | Malware | Medium | 1 | 396 | 43.6510 | -79.3470 | 40.7128 | -74.0060 |
| 996 | 2024-02-22 12:00:00 | 202.188.20.180 | 164.225.37.119 | DDoS | Medium | 19 | 28 | 53.4808 | -2.2426 | 40.7128 | -74.0060 |
| 997 | 2024-02-22 13:00:00 | 130.153.229.34 | 126.10.147.89 | Ransomware | Medium | 16 | 543 | 40.7128 | -74.0060 | 51.5074 | -0.1278 |
| 998 | 2024-02-22 14:00:00 | 176.138.7.20 | 34.96.101.91 | DDoS | Critical | 6 | 940 | 55.9533 | -3.1883 | 53.4808 | -2.2426 |
| 999 | 2024-02-22 15:00:00 | 185.219.1.126 | 207.106.198.88 | Ransomware | Critical | 2 | 547 | 43.6510 | -79.3470 | 40.7128 | -74.0060 |